{"id":"W4403338365","doi":"10.1021/acsaem.4c01528","title":"A Review on Most Recent Development of Electrode Structures for Proton Exchange Membrane Fuel Cell Application with Upcoming Prospects","year":2024,"lang":"en","type":"review","venue":"ACS Applied Energy Materials","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Electrode; Nanotechnology; Materials science; Membrane electrode assembly; Membrane; Engineering; Chemistry; Chemical engineering; Anode","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006756755,0.001192226,0.002954606,0.0003920346,0.0001370404,0.00007866873,0.0007373144,0.000530598,0.0001245981],"category_scores_gemma":[0.00002456073,0.0008516066,0.0001641835,0.0009424962,0.00005338337,0.00006426747,0.0001906992,0.0002325708,0.00003883666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007486838,"about_ca_system_score_gemma":0.0007969042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008398623,"about_ca_topic_score_gemma":0.0001158678,"domain_scores_codex":[0.9955208,0.0001108974,0.001621098,0.001339073,0.0006432743,0.0007648793],"domain_scores_gemma":[0.9970583,0.00009091286,0.001407032,0.001066236,0.0002519849,0.0001254939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002451691,0.0001135016,3.65802e-9,0.4566036,0.0005393443,0.000002906269,0.00005851013,0.0000174475,0.0398468,0.03139838,0.001274893,0.4698995],"study_design_scores_gemma":[0.0002622701,0.0001094035,6.640368e-9,0.0119757,0.0009349124,0.000008156643,0.000001727736,3.967093e-7,0.3989135,0.0004727792,0.586796,0.0005251143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000234843,0.9899759,0.0001626094,0.00002513016,0.00020391,0.005223711,0.00004013254,0.0002372307,0.004107833],"genre_scores_gemma":[0.0002102954,0.9731144,0.001524259,0.000198965,0.0003226214,0.02033252,0.003418008,0.0004024789,0.0004764429],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5855212,"threshold_uncertainty_score":0.9993935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0190233134261118,"score_gpt":0.2680106987258219,"score_spread":0.2489873852997102,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}